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Tag: state

  • Stochastic dynamics learning with state-space systems

    Stochastic dynamics learning with state-space systems arXiv:2508.07876v1 Announce Type: new Abstract: This work advances the theoretical foundations of reservoir computing (RC) by providing a unified treatment of fading memory and the echo state property (ESP) in both deterministic and stochastic settings. We investigate state-space systems, a central model class in time series learning, and establish…

  • Oh SnapMMD! Forecasting Stochastic Dynamics Beyond the Schr”odinger Bridge’s End

    Oh SnapMMD! Forecasting Stochastic Dynamics Beyond the Schr”odinger Bridge’s End arXiv:2505.16082v1 Announce Type: new Abstract: Scientists often want to make predictions beyond the observed time horizon of “snapshot” data following latent stochastic dynamics. For example, in time course single-cell mRNA profiling, scientists have access to cellular transcriptional state measurements (snapshots) from different biological replicates at…

  • Double Machine Learning for Causal Inference under Shared-State Interference

    Double Machine Learning for Causal Inference under Shared-State Interference arXiv:2504.08836v1 Announce Type: new Abstract: Researchers and practitioners often wish to measure treatment effects in settings where units interact via markets and recommendation systems. In these settings, units are affected by certain shared states, like prices, algorithmic recommendations or social signals. We formalize this structure, calling…

  • The State of Quantum Computing: Where Are We Today?

    The State of Quantum Computing: Where Are We Today? And what we need to overcome Continue reading on Towards Data Science ยป Sara A. Metwalli Go to original source